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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Pitch Transcription Exercise"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Goal: Given an input signal, \n",
      "\n",
      "1. identify each note (including pitch, start time, and duration), and \n",
      "2. render the transcription to be played back as audio."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Imports:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import essentia\n",
      "import essentia.standard as ess\n",
      "import librosa\n",
      "import pandas\n",
      "import warnings\n",
      "warnings.filterwarnings(\"ignore\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Set figure size:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "rcParams['figure.figsize'] = (15, 6)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Read an input signal:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fs = 44100\n",
      "loader = ess.MonoLoader(filename='../test/bizet_in.wav', sampleRate=fs)\n",
      "signal_in = loader()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Play the signal:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.display import Audio\n",
      "#Audio(data=signal_in, rate=44100) # may take a while to load"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Given a signal, return onset times:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def get_onsets(signal_in):\n",
      "    onset_times, onset_rate = ess.OnsetRate()(signal_in)\n",
      "    return onset_times"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Given an audio segment, return pitch:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "yin = ess.PitchYinFFT()\n",
      "spectrum = ess.Spectrum()\n",
      "\n",
      "def get_pitch(segment):\n",
      "    if len(segment) < 4096: # hack to get around Essentia error\n",
      "        N = len(segment) if len(segment) % 2 == 0 else len(segment) - 1\n",
      "    else:\n",
      "        N = 4096\n",
      "    pitch, pitch_conf = yin(spectrum(segment[:N]))\n",
      "    return pitch"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Given a pitch, return a sine wave:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def generate_sine(pitch, n_duration):\n",
      "    n = arange(n_duration)\n",
      "    return 0.2*sin(2*pi*pitch*n/fs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Given an input signal, transcribe it, and render the transcription using sine waves:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def transcribe_pitch(signal_in):\n",
      "    \n",
      "    # initialize output signal\n",
      "    signal_out = essentia.array(zeros(len(signal_in)))\n",
      "    \n",
      "    # onset detection\n",
      "    onsets = get_onsets(signal_in)\n",
      "    \n",
      "    # for each onset\n",
      "    onsets = append(onsets, len(signal_in)/fs)\n",
      "    for i in range(len(onsets)-1):\n",
      "        # pitch detect each segment\n",
      "        n0 = int(onsets[i]*44100)\n",
      "        n1 = int(onsets[i+1]*44100)\n",
      "        pitch = get_pitch(signal_in[n0:n1])\n",
      "        \n",
      "        # generate sine wave; add to output signal\n",
      "        signal_out[n0:n1] = generate_sine(pitch, n1-n0)\n",
      "        \n",
      "    return signal_out"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Transcribe:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "signal_out = transcribe_pitch(signal_in)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Write output to file:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Audio(data=signal_out, rate=fs)\n",
      "#Audio(data=sum([signal_out, signal_in], axis=0), rate=fs)\n",
      "#ess.MonoWriter(filename='../test/out.wav')(signal_out)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Plot the onsets:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "t = arange(len(signal_in))/float(fs)\n",
      "x = pandas.Series(signal_in, index=t)\n",
      "x.plot()\n",
      "xlabel('Time (seconds)')\n",
      "for onset in get_onsets(signal_in):\n",
      "    axvline(onset, color='r')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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cfHE2neIo4qlLMPmIlwwiLmi9bVugffvadf/5j4q3gRXhlvfe6z4ZDV6Axo9P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\nzRQNugAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1166ce810>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Plot the input signal:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fmin = librosa.midi_to_hz(60)\n",
      "fmax = librosa.midi_to_hz(120)\n",
      "CQT = librosa.cqt(signal_in[fs:], fs, hop_length=2048, fmin=fmin)\n",
      "librosa.display.specshow(librosa.logamplitude(CQT), sr=fs, y_axis='cqt_note', fmin=fmin)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "<matplotlib.image.AxesImage at 0x1115cf690>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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K37PPEO82MKpeWMLYWP+u1SU6prBAF8/ouXzvjxD7dftpqsOFc8qvTxyg/T72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HlVnSeG5pM4ZReV6d/9Ex4ys62smaVa6+AQAopI0pyZULxz33Gl+IOZ67nAzRfJbjqclYTA3c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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10e3ad390>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Plot the output signal:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fmin = librosa.midi_to_hz(60)\n",
      "fmax = librosa.midi_to_hz(120)\n",
      "CQT = librosa.cqt(signal_out[fs:], fs, hop_length=2048, fmin=fmin)\n",
      "librosa.display.specshow(librosa.logamplitude(CQT), sr=fs, y_axis='cqt_note', fmin=fmin)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "<matplotlib.image.AxesImage at 0x111603cd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XMq/t0R0/pHJz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\n96sAgMtRjsn8SeGz7fpn9OVvAgAyNwhbGMnnOsSW2fVFDo+bN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       "text": [
        "<matplotlib.figure.Figure at 0x10e3a0d10>"
       ]
      }
     ],
     "prompt_number": 13
    }
   ],
   "metadata": {}
  }
 ]
}